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Prompt engineering's impact on LLM-predicted experience ratings is limited by the inherent disconnect between what fans write and their actual decisions, revealing a fundamental ceiling to text-based prediction.
GPT-4 can predict baseball fan experience ratings from text with surprising accuracy, but the systematic gap between AI predictions and self-reports reveals a fundamental difference between capturing salient moments and rendering a holistic judgment.